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Applied AI·October 19, 2026·1 min read

A successful AI pilot doesn’t mean your AI strategy is working

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If only 37% of companies report earnings impact from AI while 80% plan to increase spend, pilots are functioning as theater more than transformation. Treat every new AI initiative as guilty until it proves P&L relevance—tie it to a specific cost line or revenue motion before you greenlight scale-up.

Applied AI

Sources: DeepSeek and Huawei are collaborating on future AI chip designs; DeepSeek plans to start using Ascend 950DT for pre-training as soon as 2026's end

A model lab shaping Huawei’s Ascend 950DT roadmap is a direct attempt to close the loop between frontier training needs and domestic silicon—reducing dependence on US-controlled GPUs. Anyone exposed to China-facing AI demand should assume a more credible non-Nvidia path by 2027 and plan for a bifurcated tooling and optimization stack.